{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.font_manager import FontManager #电脑上的字体"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_boys = pd.read_excel(r'G:\\拉勾\\第五阶段\\5\\matplotlib作业\\体测分数_男生.xls')\n",
    "data_girls = pd.read_excel(r'G:\\拉勾\\第五阶段\\5\\matplotlib作业\\体测分数_女生.xls')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "fm = FontManager()\n",
    "# 1、对男1000米跑、男引体进行等宽分箱操作，分成3份，并使用饼图绘制百分比\n",
    "data_boys[['男1000米跑','男引体']]\n",
    "#等宽\n",
    "labels=['不及格','及格','优秀']\n",
    "df1 = pd.cut(data_boys.男1000米跑,bins=3, #等宽分成三份\n",
    "       labels=labels,\n",
    "       right=True).value_counts() #闭区间\n",
    "df2 = pd.cut(data_boys.男引体,bins=3,labels=labels,right=True).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1350x1350 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['font.sans-serif']='Kaiti'  #解决中文乱码\n",
    "# df1.plot.pie(subplots=True,figsize=(10,10))\n",
    "fig = plt.figure(figsize=(9,9),dpi=150) #设置图片大小和分辨率\n",
    "ax1 = plt.subplot(121)  #子视图1_男1000米跑\n",
    "ax1.set_title('男1000米跑')\n",
    "_ = ax1.pie(x=df1, #数据\n",
    "       labels=labels, #显示标签\n",
    "       autopct='%0.2f%%') #显示百分比\n",
    "ax2 = plt.subplot(122)  #子视图2_男引体\n",
    "ax2.set_title('男引体')\n",
    "_ = ax2.pie(x=df2,labels=labels,autopct='%0.2f%%')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x750 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2、对女800米跑、女跳远进行直方图绘制统计各分数段人数，分成4份\n",
    "fig = plt.figure(figsize=(5,5),dpi=150) #设置图片大小和分辨率\n",
    "ax1 = plt.subplot(121)  #子视图1_女800米跑\n",
    "ax1.set_title('女800米跑')\n",
    "_ = ax1.hist(data_girls[data_girls.女800米跑 < 10 ].女800米跑,bins=4)\n",
    "ax2 = plt.subplot(122)  #子视图2_女跳远\n",
    "ax2.set_title('女跳远')\n",
    "_ = ax2.hist(data_girls.女800米跑,bins=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 3、使用嵌套饼图对比男女生体重指数进行比例统计，分为正常、低体重、超重、肥胖(男女生体重指数参考如下)\n",
    "p_boy = [data_boys['BMI'].apply(lambda x:1 if x<=16.4 else 0).sum(),\\\n",
    "         data_boys['BMI'].apply(lambda x:1 if 16.5<=x<=23.2 else 0).sum(),\\\n",
    "         data_boys['BMI'].apply(lambda x:1 if 23.3<=x<=26.3 else 0).sum(),\\\n",
    "         data_boys['BMI'].apply(lambda x:1 if x>=26.4 else 0).sum()]\n",
    "p_girl = [data_girls['BMI'].apply(lambda x:1 if x<=16.4 else 0).sum(),\\\n",
    "         data_girls['BMI'].apply(lambda x:1 if 16.5<=x<=22.7 else 0).sum(),\\\n",
    "         data_girls['BMI'].apply(lambda x:1 if 22.8<=x<=25.2 else 0).sum(),\\\n",
    "         data_girls['BMI'].apply(lambda x:1 if x>=25.3 else 0).sum()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(5,5),dpi=100)\n",
    "labels = ['低体重','正常','超重','肥胖']\n",
    "def func(pct):\n",
    "    return r'%0.1f'%(pct) + '%'\n",
    "_ = plt.pie(p_boy,autopct=lambda pct: func(pct),\n",
    " radius=1, \n",
    " pctdistance=0.85, \n",
    " wedgeprops=dict(linewidth=3,width=0.4,edgecolor='w'),\n",
    " labels=labels)\n",
    "_ = plt.pie(p_girl,\n",
    " autopct='%0.1f%%',\n",
    " radius=0.7,\n",
    " pctdistance=0.7,\n",
    " wedgeprops=dict(linewidth=3,width=0.7,edgecolor='w'))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
